The graph represents a network of 1,312 Twitter users whose recent tweets contained "#smmw19", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 04 April 2019 at 21:24 UTC.
The tweets in the network were tweeted over the 9-day, 20-hour, 50-minute period from Tuesday, 26 March 2019 at 00:23 UTC to Thursday, 04 April 2019 at 21:14 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Author Description
Vertices : 1312
Unique Edges : 2548
Edges With Duplicates : 1451
Total Edges : 3999
Self-Loops : 572
Reciprocated Vertex Pair Ratio : 0.0856342537014806
Reciprocated Edge Ratio : 0.157758938444526
Connected Components : 234
Single-Vertex Connected Components : 190
Maximum Vertices in a Connected Component : 1007
Maximum Edges in a Connected Component : 3535
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.691112
Graph Density : 0.00157729623634909
Modularity : 0.414252
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[232] social,media [232] san,diego [181] takeaways,#smmw19 [163] top,takeaways [161] long,san [140] diego,top [132] media,marketing [130] #smm,#marketing [129] #seo,#smm [128] #marketing,#blog Top Word Pairs in Tweet in G1:
[63] social,media [36] media,marketing [29] marketing,world [23] jen,#smmw19 [20] san,diego [19] last,week [17] don,t [16] t,time [14] current,customers [13] world,2019 Top Word Pairs in Tweet in G2:
[127] san,diego [125] takeaways,#smmw19 [123] long,san [123] diego,top [123] top,takeaways [37] social,media [20] media,marketing [16] marketing,world [14] #smmw19,#marketing [11] world,2019 Top Word Pairs in Tweet in G3:
[33] social,media [24] media,marketing [17] marketing,world [14] 4,things [14] things,#smmw19 [14] #smmw19,1 [14] 1,email [14] email,inbox [14] inbox,valuable [14] valuable,property Top Word Pairs in Tweet in G4:
[31] san,diego [27] long,san [27] top,takeaways [21] social,media [18] toprank,marketing's [18] diego,here [18] here,top [18] takeaways,great [18] great,speakers [18] speakers,#smmw19 Top Word Pairs in Tweet in G5:
[17] markwschaefer,#smmw19 [12] keynote,#smmw19 [10] episode,#smmw19 [10] #smmw19,conference [10] conference,san [10] san,diego [10] professional,diplomat [10] diplomat,working [10] working,unesco [9] keynote,takeaways Top Word Pairs in Tweet in G6:
[8] #smmw19,#twittersmarter [7] guest,podcast [5] sclarkeoville,madalynsklar [5] #smmw19,first [5] catch,up [4] madalynsklar,great [4] lovely,catch [4] up,awesome [4] awesome,patflynn [4] patflynn,#smmw19 Top Word Pairs in Tweet in G7:
[14] session,#smmw19 [11] #smmw19,thanks [10] markwschaefer's,keynote [9] thanks,sharing [8] smexaminer,powerful [8] powerful,messages [8] messages,markwschaefer's [8] keynote,session [8] sharing,takeaways [8] takeaways,jmichaelhansen Top Word Pairs in Tweet in G8:
[6] word,mouth [6] mouth,examples [5] #smmw19,before [5] before,left [5] left,put [5] put,together [5] together,post [5] post,5 [5] 5,insanely [5] insanely,good Top Word Pairs in Tweet in G9:
[13] social,media [10] media,marketing [10] marketing,world [9] world,2019 [7] contributor,dgingiss [7] dgingiss,provides [7] provides,overview [7] overview,highlights [7] highlights,#smmw19 [5] key,takeaways Top Word Pairs in Tweet in G10:
[7] hey,#smmw19 [7] #smmw19,here [7] here,25 [7] 25,video [7] video,ideas [7] ideas,brands [7] brands,want [7] want,build [7] build,customer [7] customer,loyalty Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: